<!doctype html>
<html lang="en">
    <head>
        <!-- Required meta tags -->
        <meta charset="utf-8">
        <meta name="viewport" content="width=device-width, initial-scale=1, shrink-to-fit=no">
        <!-- BLOCK INDEX -->
        <meta name="robots" content="noindex">
        <!-- BLOCK INDEX -->
        <link rel="icon" href="img/favicon.png" type="image/png">
        <title>SpeechBrain</title>
        <!-- Bootstrap CSS -->
        <link rel="stylesheet" href="css/bootstrap.css">
        <link rel="stylesheet" href="vendors/linericon/style.css">
        <link rel="stylesheet" href="css/font-awesome.min.css">
        <link rel="stylesheet" href="vendors/owl-carousel/owl.carousel.min.css">
        <link rel="stylesheet" href="vendors/lightbox/simpleLightbox.css">
        <link rel="stylesheet" href="vendors/nice-select/css/nice-select.css">
        <link rel="stylesheet" href="vendors/animate-css/animate.css">
        <!-- main css -->
        <link rel="stylesheet" href="css/style.css">
        <link rel="stylesheet" href="css/responsive.css">
    </head>
    <body>

        <!--================Header Menu Area =================-->
        <header class="header_area">
            <div class="main_menu">
            	<nav class="navbar navbar-expand-lg navbar-light">
					<div class="container box_1620">
						<!-- Brand and toggle get grouped for better mobile display -->
						<a class="navbar-brand logo_h" href="index.html"><img src="img/logo_line_big.png" width="175px" alt=""></a>
						<button class="navbar-toggler" type="button" data-toggle="collapse" data-target="#navbarSupportedContent" aria-controls="navbarSupportedContent" aria-expanded="false" aria-label="Toggle navigation">
							<span class="icon-bar"></span>
							<span class="icon-bar"></span>
							<span class="icon-bar"></span>
						</button>
						<!-- Collect the nav links, forms, and other content for toggling -->
						<div class="collapse navbar-collapse offset" id="navbarSupportedContent">
							<ul class="nav navbar-nav menu_nav justify-content-center">
								<li class="nav-item active"><a class="nav-link" href="index.html">Home</a></li>
								<li class="nav-item"><a class="nav-link" href="about.html">About SpeechBrain</a>
                  <li class="nav-item"><a class="nav-link" href="contributing.html">Contributing</a>
                <li class="nav-item"><a class="nav-link" href="https://speechbrain.readthedocs.io/en/latest/index.html">Documentation</a>
								<li class="nav-item submenu dropdown">
									<a href="#" class="nav-link dropdown-toggle" data-toggle="dropdown" role="button" aria-haspopup="true" aria-expanded="false">Tutorials</a>
									<ul class="dropdown-menu">
                    <li class="nav-item"><a class="nav-link" href="tutorial_basics.html">SpeechBrain Basics</a></li>
                    <li class="nav-item"><a class="nav-link" href="tutorial_advanced.html">SpeechBrain Advanced</a></li>
                    <li class="nav-item"><a class="nav-link" href="tutorial_nn.html">Neural Architectures</a></li>
                    <li class="nav-item"><a class="nav-link" href="tutorial_processing.html">Speech Processing</a></li>
									</ul>
								</li>
							</ul>
						</div>
					</div>
            	</nav>
            </div>
        </header>
        <!--================Header Menu Area =================-->

        <!--================Home Banner Area =================-->
        <section class="home_banner_area blog_banner">
            <div class="banner_inner d-flex align-items-center">
            	<div class="overlay bg-parallax" data-stellar-ratio="0.9" data-stellar-vertical-offset="0" data-background=""></div>
				<div class="container">
					<div class="blog_b_text text-center">
						<h2>SpeechBrain Tutorials</h2>
						<h3>SpeechBrain Basics</h3>

					</div>
				</div>
            </div>
        </section>
        <!--================End Home Banner Area =================-->

        <!--================Blog Categorie Area =================-->
        <section class="blog_categorie_area">
          <!-- We don't have category for now -->
        </section>
        <!--================Blog Categorie Area =================-->

        <!--================Blog Area =================-->
        <section class="blog_area">
            <div class="container">
              <div class="main_title discourse">
          			<p> <img src="img/logo_discourse.png"/> Join our official <a href="https://speechbrain.discourse.group">Discourse</a> to discuss with SpeechBrain users coming from all around the world! <img src="img/logo_discourse.png"/></p>
          		</div>
                <div class="row">
                    <div class="col-md-9">
                        <div class="blog_left_sidebar">
                            <article class="row blog_item">
                               <div class="col-md-3">
                                   <div class="blog_info text-right">
                                        <div class="post_tag">
                                            <a class="active" href="#">SpeechBrain Basics</a>
                                        </div>
                                        <ul class="blog_meta list">
                                            <li><a href="about.html">Ravanelli M.<i class="lnr lnr-user"></i></a></li>
                                            <li><a href="#">Feb. 2021<i class="lnr lnr-calendar-full"></i></a></li>
                                            <li><a href="#">Difficulty: easy<i class="lnr lnr-cog"></i></a></li>
                                            <li><a href="#">Time: 10min<i class="lnr lnr-hourglass"></i></a></li>
                                        </ul>
                                    </div>
                               </div>
                                <div class="col-md-9">
                                  <div class="blog_post">
                                      <div class="blog_details">
                                          <h2>Introduction to SpeechBrain</h2>
                                          <p>SpeechBrain is an open-source all-in-one speech toolkit based on PyTorch.
                                            It is designed to make the research and development of speech technology easier. Alongside with our <a href="http://www.darnault-parcollet.fr/Parcollet/hiddennoshare/speechbrain.github.io/documentation/index.html"> documentation</a>
                                            this tutorial will provide you all the very basic elements needed to start using SpeechBrain for your projects.</p>
                                          <a href="https://colab.research.google.com/drive/12bg3aUdr9mTfOGqcB5pSMABoIKPgiwcM?usp=sharing" class="blog_btn">Open in Google Colab</a>
                                      </div>
                                  </div>
                                </div>
                            </article>
                            <article class="row blog_item">
                               <div class="col-md-3">
                                   <div class="blog_info text-right">
                                        <div class="post_tag">
                                            <a class="active" href="#">SpeechBrain Basics</a>
                                        </div>
                                        <ul class="blog_meta list">
                                            <li><a href="about.html">Plantinga P.<i class="lnr lnr-user"></i></a></li>
                                            <li><a href="#">Jan. 2021<i class="lnr lnr-calendar-full"></i></a></li>
                                            <li><a href="#">Difficulty: easy<i class="lnr lnr-cog"></i></a></li>
                                            <li><a href="#">Time: 10min<i class="lnr lnr-hourglass"></i></a></li>
                                        </ul>
                                    </div>
                               </div>
                                <div class="col-md-9">
                                  <div class="blog_post">
                                      <div class="blog_details">
                                          <h2>Brain Class</h2>
                                          <p>One key component of deep learning is iterating the dataset multiple times and performing parameter updates.
                                            This process is sometimes called the "training loop" and there are usually many stages to this loop.
                                            SpeechBrain provides a convenient framework for organizing the training loop, in the form of a class known as the "Brain" class,
                                            implemented in speechbrain/core.py. In each recipe, we sub-class this class and override the methods for which the default
                                            implementation doesn't do what is required for that particular recipe.</p>
                                          <a href="https://colab.research.google.com/drive/1fdqTk4CTXNcrcSVFvaOKzRfLmj4fJfwa?usp=sharing" class="blog_btn">Open in Google Colab</a>
                                      </div>
                                  </div>
                                </div>
                            </article>
                            <article class="row blog_item">
                               <div class="col-md-3">
                                   <div class="blog_info text-right">
                                        <div class="post_tag">
                                            <a class="active" href="#">SpeechBrain Basics</a>
                                        </div>
                                        <ul class="blog_meta list">
                                            <li><a href="about.html">Plantinga P.<i class="lnr lnr-user"></i></a></li>
                                            <li><a href="#">Jan. 2021<i class="lnr lnr-calendar-full"></i></a></li>
                                            <li><a href="#">Difficulty: easy<i class="lnr lnr-cog"></i></a></li>
                                            <li><a href="#">Time: 15min<i class="lnr lnr-hourglass"></i></a></li>
                                        </ul>
                                    </div>
                               </div>
                                <div class="col-md-9">
                                  <div class="blog_post">
                                      <div class="blog_details">
                                          <h2>HyperPyYAML</h2>
                                          <p>An essential part of any deep learning pipeline is the definition of hyperparameters and other metadata.
                                            These data in conjunction with the deep learning algorithms control the various aspects of the pipeline,
                                            such as model architecture, training, and decoding. At SpeechBrain, we decided that the distinction between
                                            hyperparameters and learning algorithms ought to be evident in the structure of our toolkit, so we split our
                                            recipes into two primary files: experiment.py and hyperparams.yaml. The hyperparams.yaml file is in a
                                            SpeechBrain-developed format, which we call "HyperPyYAML". We chose to extend YAML since it is a highly
                                            readable format for data serialization. By extending an already useful format, we were able to create an
                                            expanded definition of hyperparameter, keeping our actual experimental code small and highly readable.</p>
                                          <a href="https://colab.research.google.com/drive/1Pg9by4b6-8QD2iC0U7Ic3Vxq4GEwEdDz?usp=sharing" class="blog_btn">Open in Google Colab</a>
                                      </div>
                                  </div>
                                </div>
                            </article>
                            <article class="row blog_item">
                               <div class="col-md-3">
                                   <div class="blog_info text-right">
                                        <div class="post_tag">
                                            <a class="active" href="#">SpeechBrain Basics</a>
                                        </div>
                                        <ul class="blog_meta list">
                                            <li><a href="about.html">Cornell S. & Rouhe A.<i class="lnr lnr-user"></i></a></li>
                                            <li><a href="#">Jan. 2021<i class="lnr lnr-calendar-full"></i></a></li>
                                            <li><a href="#">Difficulty: medium<i class="lnr lnr-cog"></i></a></li>
                                            <li><a href="#">Time: 20min<i class="lnr lnr-hourglass"></i></a></li>
                                        </ul>
                                    </div>
                               </div>
                                <div class="col-md-9">
                                  <div class="blog_post">
                                      <div class="blog_details">
                                          <h2>Data Loading Pipeline</h2>
                                          <p>Setting up an efficient data loading pipeline is often a tedious task which involves creating the examples,
                                            defining your torch.utils.data.Dataset class as well as different data sampling and augmentations strategies.
                                            In SpeechBrain we provide efficient abstractions to simplify this time-consuming process without sacrificing
                                            flexibility. In fact our data pipeline is built around the Pytorch one.</p>
                                          <a href="https://colab.research.google.com/drive/1AiVJZhZKwEI4nFGANKXEe-ffZFfvXKwH?usp=sharing" class="blog_btn">Open in Google Colab</a>
                                      </div>
                                  </div>
                                </div>
                            </article>
                            <article class="row blog_item">
                               <div class="col-md-3">
                                   <div class="blog_info text-right">
                                        <div class="post_tag">
                                            <a class="active" href="#">SpeechBrain Basics</a>
                                        </div>
                                        <ul class="blog_meta list">
                                            <li><a href="about.html">Rouhe A.<i class="lnr lnr-user"></i></a></li>
                                            <li><a href="#">Feb. 2021<i class="lnr lnr-calendar-full"></i></a></li>
                                            <li><a href="#">Difficulty: easy<i class="lnr lnr-cog"></i></a></li>
                                            <li><a href="#">Time: 15min<i class="lnr lnr-hourglass"></i></a></li>
                                        </ul>
                                    </div>
                               </div>
                                <div class="col-md-9">
                                  <div class="blog_post">
                                      <div class="blog_details">
                                          <h2>Checkpointing</h2>
                                          <p>By checkpointing, we mean saving the model and all the other necessary state information
                                            (like optimizer parameters, which epoch and which iteration), at a particular point in time.</p>
                                          <a href="https://colab.research.google.com/drive/1VH7U0oP3CZsUNtChJT2ewbV_q1QX8xre?usp=sharing" class="blog_btn">Open in Google Colab</a>
                                      </div>
                                  </div>
                                </div>
                            </article>
                            <article class="row blog_item">
                               <div class="col-md-3">
                                   <div class="blog_info text-right">
                                        <div class="post_tag">
                                            <a class="active" href="#">SpeechBrain Basics</a>
                                        </div>
                                        <ul class="blog_meta list">
                                            <li><a href="about.html">Heba A.<i class="lnr lnr-user"></i></a></li>
                                            <li><a href="#">Mar. 2021<i class="lnr lnr-calendar-full"></i></a></li>
                                            <li><a href="#">Difficulty: easy<i class="lnr lnr-cog"></i></a></li>
                                            <li><a href="#">Time: 15min<i class="lnr lnr-hourglass"></i></a></li>
                                        </ul>
                                    </div>
                               </div>
                                <div class="col-md-9">
                                  <div class="blog_post">
                                      <div class="blog_details">
                                          <h2>Multi-GPU Considerations</h2>
                                          <p>SpeechBrain provides two different methods to use multiple GPUs.
                                            These solutions follow PyTorch standards and allow for intra- or cross-node training. In this tutorial, the use of Data Parallel (DP) and Distributed Data Parallel (DDP) within SpeechBrain are explained.</p>
                                          <a href="https://colab.research.google.com/drive/13pBUacPiotw1IvyffvGZ-HrtBr9T6l15?usp=sharing" class="blog_btn">Open in Google Colab</a>
                                      </div>
                                  </div>
                                </div>
                            </article>
                            <nav class="blog-pagination justify-content-center d-flex">
		                        <ul class="pagination">
		                            <li class="page-item">
		                                <a href="#" class="page-link" aria-label="Previous">
		                                    <span aria-hidden="true">
		                                        <span class="lnr lnr-chevron-left"></span>
		                                    </span>
		                                </a>
		                            </li>
		                            <li class="page-item active"><a href="#" class="page-link">1</a></li>
		                            <li class="page-item">
		                                <a href="#" class="page-link" aria-label="Next">
		                                    <span aria-hidden="true">
		                                        <span class="lnr lnr-chevron-right"></span>
		                                    </span>
		                                </a>
		                            </li>
		                        </ul>
		                    </nav>
                        </div>
                    </div>
                </div>
            </div>
        </section>
        <!--================Blog Area =================-->

        <!--================Footer Area =================-->
        <footer class="footer_area p_120">
          <div class="container">
            <div class="row footer_inner">
              <div class="col-lg-5 col-sm-6">
                <aside class="f_widget ab_widget">
                  <div class="f_title">
                    <h3>About Us</h3>
                  </div>
                  <p style="text-align:justify">SpeechBrain isn't a company or an association.
                    It is an open-source toolkit and a community created by Dr. Mirco Ravanelli and co-created by Dr. Titouan Parcollet.
                    We aim at making speech technologies more accessible for the community. </p>
                  <p><!-- Link back to Colorlib can't be removed. Template is licensed under CC BY 3.0. -->
  Copyright &copy;<script>document.write(new Date().getFullYear());</script> All rights reserved</p>
                </aside>
              </div>
              <div class="col-lg-5 col-sm-6">
                <aside class="f_widget news_widget">
                  <div class="f_title">
                    <h3>Opportunities</h3>
                  </div>
                  <p>Thanks to our sponsors, we often recruit talented candidates to continue expanding the functionalities of SpeechBrain.
                    Feel free to contact us at: speechbrainproject@gmail.com</p>
                </aside>
              </div>
              <div class="col-lg-2">
                <aside class="f_widget social_widget">
                  <div class="f_title">
                    <h3>Follow Us</h3>
                  </div>
                  <p>Let us be social</p>
                  <ul class="list">
                    <li><a href="https://twitter.com/SpeechBrain1"><i class="fa fa-twitter"></i></a></li>
                  </ul>
                </aside>
              </div>
            </div>
          </div>
        </footer>
        <!--================End Footer Area =================-->




        <!-- Optional JavaScript -->
        <!-- jQuery first, then Popper.js, then Bootstrap JS -->
        <script src="js/jquery-3.2.1.min.js"></script>
        <script src="js/popper.js"></script>
        <script src="js/bootstrap.min.js"></script>
        <script src="js/stellar.js"></script>
        <script src="vendors/lightbox/simpleLightbox.min.js"></script>
        <script src="vendors/nice-select/js/jquery.nice-select.min.js"></script>
        <script src="vendors/isotope/imagesloaded.pkgd.min.js"></script>
        <script src="vendors/isotope/isotope-min.js"></script>
        <script src="vendors/owl-carousel/owl.carousel.min.js"></script>
        <script src="js/jquery.ajaxchimp.min.js"></script>
        <script src="js/mail-script.js"></script>
        <script src="vendors/counter-up/jquery.waypoints.min.js"></script>
        <script src="vendors/counter-up/jquery.counterup.min.js"></script>
        <script src="js/theme.js"></script>
    </body>
</html>
